Geodesic distance is the shortest path between two points on a curved surface or manifold, analogous to a straight line in Euclidean space but accounting for curvature. It is a fundamental concept in differential geometry and is used in various fields such as physics, computer graphics, and geographic information systems to accurately measure distances on non-flat surfaces.